Pith Number

pith:5CGJPQWI

pith:2025:5CGJPQWISKYRM64W5533ZYL2KO

not attested not anchored not stored refs pending

IP Leakage Attacks Targeting LLM-Based Multi-Agent Systems

Daoyuan Wu, Liwen Wang, Shing-Chi Cheung, Shuai Wang, Wenxuan Wang, Zhenlan Ji, Zongjie Li, Zongyi Lyu

arxiv:2505.12442 v3 · 2025-05-18 · cs.CR · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5CGJPQWISKYRM64W5533ZYL2KO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

Don't Trust Your Upstream: Exploiting LLM Multi-Agent System via Topology-Guided Adversarial Propagation

Security Considerations for Multi-agent Systems

FlowSteer: Prompt-Only Workflow Steering Exposes Planning-Time Vulnerabilities in Multi-Agent LLM Systems

Sequential Behavioral Watermarking for LLM Agents

Receipt and verification

First computed	2026-07-05T11:22:40.333153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e88c97c2c892b1167b96ef77bce17a53a713b5cca5311ae0b27bbc839c9b17bd

Aliases

arxiv: 2505.12442 · arxiv_version: 2505.12442v3 · doi: 10.48550/arxiv.2505.12442 · pith_short_12: 5CGJPQWISKYR · pith_short_16: 5CGJPQWISKYRM64W · pith_short_8: 5CGJPQWI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5CGJPQWISKYRM64W5533ZYL2KO \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: e88c97c2c892b1167b96ef77bce17a53a713b5cca5311ae0b27bbc839c9b17bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78120b64863d7dd21f854c7667aba81cf70b9f9d4ca0a106c75132e05ed8f050",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-18T14:31:45Z",
    "title_canon_sha256": "398f759b3033a54e171e144e957a928138c054edbbcd9971e6a1a456406b1fd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12442",
    "kind": "arxiv",
    "version": 3
  }
}